The problem

Agent performance depends on relevant context, but organisational knowledge is fragmented and unevenly retrievable.

Constraints

• Context should be attributable
• Retrieval quality must be evaluable

How I approached it

Explore context ranking, evidence collection and organisational memory patterns for engineering systems.

My contribution

Current research and systems experiment.

Outcomes

• Exploration is in progress; no production outcome is claimed.

Technology

MCP · TypeScript